Qi-Duo He

Encoded but Not in Control: Revealing the Grounding Gap in Vision-Language Robot Policies

Instruction following is central to language-conditioned robot policies: language should determine what to do when the same scene permits multiple valid actions. Yet successful execution alone cannot establish whether a policy follows the instruction or infers the task from the scene. We study this ambiguity through sc...